# AI-102 Azure AI Engineer Memo

###### tags: `Azure` `AI Engineer`

## Help links

* https://microsoftlearning.github.io/AI-102-AIEngineer/

* https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/strategy/responsible-ai

### Bot

* https://learn.microsoft.com/en-us/power-virtual-agents/fundamentals-what-is-power-virtual-agents
* https://learn.microsoft.com/en-us/composer/introduction?tabs=v2x
* https://learn.microsoft.com/en-us/azure/bot-service/bot-service-overview?view=azure-bot-service-4.0
* https://learn.microsoft.com/en-us/composer/install-composer?tabs=windows

### Computer vision

* [Prebuid analyze](https://fott-2-1.azurewebsites.net/prebuilts-analyze)
* https://learn.microsoft.com/en-us/azure/azure-video-indexer/
* https://learn.microsoft.com/en-us/azure/cognitive-services/custom-vision-service/
* https://learn.microsoft.com/en-us/azure/cognitive-services/computer-vision/

#### Form recognizer

* https://github.com/MicrosoftLearning/mslearn-formrecognizer
* https://learn.microsoft.com/en-us/azure/applied-ai-services/form-recognizer/quickstarts/get-started-sdks-rest-api?view=form-recog-3.0.0&preserve-view=true&pivots=programming-language-csharp#analyze-documents-and-get-results
* https://learn.microsoft.com/en-us/previous-versions/azure/search/cognitive-search-custom-skill-form
* https://learn.microsoft.com/en-us/azure/applied-ai-services/form-recognizer/whats-new?view=form-recog-3.0.0&tabs=csharp

#### Azure Cognitive Search

* https://learn.microsoft.com/en-us/training/modules/create-azure-cognitive-search-solution/
* https://learn.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-web-api
* https://learn.microsoft.com/en-us/azure/search/
* https://learn.microsoft.com/en-us/azure/search/cognitive-search-concept-intro
* https://learn.microsoft.com/en-us/azure/search/search-add-autocomplete-suggestions
* https://learn.microsoft.com/en-us/azure/search/index-add-scoring-profiles
* https://learn.microsoft.com/en-us/azure/search/search-synonyms
* https://learn.microsoft.com/en-us/azure/cognitive-services/language-service/custom-text-classification/how-to/create-project?tabs=azure-portal%2Cstudio%2Csingle-classification#set-roles-for-your-azure-language-resource-and-storage-account
* https://learn.microsoft.com/en-us/azure/search/search-howto-large-index
* https://learn.microsoft.com/en-us/rest/api/searchservice/

#### Document-level security

* https://learn.microsoft.com/en-us/azure/search/search-security-trimming-for-azure-search-with-aad

#### Back up and restore an Azure Cognitive Search index

* https://github.com/Azure-Samples/azure-search-dotnet-samples/tree/main/index-backup-restore

##### Knowledge store

### Language

* https://www.luis.ai

### Azure Machine Learning

* https://learn.microsoft.com/en-us/azure/machine-learning/how-to-label-data
* https://ml.azure.com

## Personal Memo

* https://tzuyi-chao.gitbook.io/ai-102-azure-ai-engineer-associate/

## Labs

### 課程的Hands-on Lab

- [x] Get Started with Cognitive Services
- [x] Manage Cognitive Services Security
- [x] Monitor Cognitive Services
- [x] Use a Cognitive Services Container
- [x] Analyze Text
- [x] Translate Text
- [x] Recognize and Synthesize Speech
- [x] Translate Speech
- [ ] Create a Language Understanding App
- [x] Create a language understanding model with the Language service (preview)
- [ ] Create a Language Understanding Client Application
- [x] Create a Conversational Language Understanding Client Application (Preview)
- [x] Use the Speech and Language Understanding Services
- [x] Create a Question Answering Solution
- [x] Create a Bot with the Bot Framework SDK
- [x] Create a Bot with Bot Framework Composer
- [x] Analyze Images with Computer Vision
- [x] Analyze Video with Video Analyzer
- [x] Classify Images with Custom Vision
- [x] Detect Objects in Images with Custom Vision
- [x] Detect and Analyze Faces
- [x] Read Text in Images
- [x] Extract Data from Forms
- [x] Create an Azure Cognitive Search solution
- [ ] Create a Custom Skill for Azure Cognitive Search (*)
- [ ] Create a Custom Skill for Azure Cognitive Search (*)
- [ ] Create a Knowledge Store with Azure Cognitive Search (*)

### 自己加的

#### 2023/4/4

- [ ] https://learn.microsoft.com/en-us/training/modules/build-form-recognizer-custom-skill-for-azure-cognitive-search/4-exercise-build-deploy
- [ ] https://learn.microsoft.com/en-us/training/modules/create-composed-form-recognizer-model/4-exercise-model
- [ ] https://learn.microsoft.com/en-us/azure/applied-ai-services/form-recognizer/how-to-guides/build-a-custom-model?view=form-recog-3.0.0&preserve-view=true
- [ ] https://learn.microsoft.com/en-us/azure/search/search-get-started-portal

#### Bot

- [x] [Register a bot with Azure](https://learn.microsoft.com/en-us/azure/bot-service/bot-service-quickstart-registration?view=azure-bot-service-4.0&tabs=userassigned), [deploy bot](https://learn.microsoft.com/en-gb/training/modules/design-bot-conversation-flow/5-deploy-bot)

#### Management

- [x] Create cognitive service accont by C#

#### PII

- [x] for unstructured text
- [x] for conversation transcription

#### Form Recognition

- [x] Prebuilt Layout Model

#### Speech

- [ ] Speaker recogniztion
- [ ] Keyword recogniztion

#### Content Moderator

- [x] Text and Image Content Moderator by C#

#### Anomaly detection

- [x] Univariate anomaly detection
- [x] Batch
- [x] Last Point
- [x] Change Point
- [ ] Multivariate Anomaly detection

#### Personalizer

MS的reinforcement learning服務

- [x] Quick Started

#### Cognitive Search

- [ ] [Quickstart: Create an Azure Cognitive Search index in the Azure portal](https://learn.microsoft.com/en-us/azure/search/search-get-started-portal)

#### Metrics Advisor

- [ ] [Metrics Advisor Quickstart](https://learn.microsoft.com/zh-tw/azure/applied-ai-services/metrics-advisor/quickstarts/rest-api-and-client-library?tabs=command-line&pivots=programming-language-csharp)

## Misc

- [Azure Cognitive Service Support Region](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/?products=cognitive-services&regions=all)
- [Azure Cognitive Service: Anomaly detection](https://learn.microsoft.com/en-us/azure/cognitive-services/anomaly-detector/)
- [Anomaly detection Note](https://hackmd.io/@qNCbOAxuSemRnXp4ZTlCpg/Hyjr1zVe2)
- [Quickstart: Create a Cognitive Services resource using the Azure Management client library](https://learn.microsoft.com/en-us/azure/cognitive-services/cognitive-services-apis-create-account-client-library?pivots=programming-language-csharp)